abstract

Analyzing social media via event facets

Authors:

Shiqiang YangAuthors Info & Claims

MM '12: Proceedings of the 20th ACM international conference on Multimedia

Pages 1359 - 1360

https://doi.org/10.1145/2393347.2396484

Published: 29 October 2012 Publication History

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Abstract

Microblog is a prominent information platform for sharing experiences, discussing current events, and exchanging ideas. Many events are first reported in social media, and increasing amounts of rich-media content are associated with the posts, making them more credible and attractive. We design a rich-media analysis system to address the important challenge of sensing and exploring events from social media in real-time. The system includes a novel bilateral correspondence topic model to extract representative content and meaningful facets about events over time. It also includes a digital magazine that anchors user interactions with event facets. We demonstrate several examples from more than 4 million rich media microblogs, showing the effectiveness of key content extraction and natrual interactions with facets.

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References

[1]

K. Barnard, P. Duygulu, D. Forsyth, N. De Freitas, D. Blei, and M. Jordan. Matching words and pictures. The Journal of Machine Learning Research, 3:1107--1135, 2003.

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[2]

M. Wang, R. Hong, G. Li, Z. Zha, S. Yan, and T. Chua. Event driven web video summarization by tag localization and key-shot identification. Multimedia, IEEE Transactions on, (99):1--1, 2011.

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J. Weng and B. Lee. Event detection in twitter. In Fifth International AAAI Conference on Weblogs and Social Media, 2011.

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Cited By

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Tiwari AWeth CKankanhalli M(2018)Multimodal Multiplatform Social Media Event SummarizationACM Transactions on Multimedia Computing, Communications, and Applications10.1145/311543314:2s(1-23)Online publication date: 25-Apr-2018
https://dl.acm.org/doi/10.1145/3115433
Chen THe XKan MHanjalic ASnoek CWorring MBulterman DHuet BKelliher AKompatsiaris YLi J(2016)Context-aware Image Tweet Modelling and RecommendationProceedings of the 24th ACM international conference on Multimedia10.1145/2964284.2964291(1018-1027)Online publication date: 1-Oct-2016
https://dl.acm.org/doi/10.1145/2964284.2964291
Baecchi CUricchio TBertini MDel Bimbo A(2016)A multimodal feature learning approach for sentiment analysis of social network multimediaMultimedia Tools and Applications10.1007/s11042-015-2646-x75:5(2507-2525)Online publication date: 1-Mar-2016
https://dl.acm.org/doi/10.1007/s11042-015-2646-x
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Index Terms

Analyzing social media via event facets
1. Computing methodologies
  1. Artificial intelligence
    1. Computer vision
      1. Computer vision tasks
2. Software and its engineering
  1. Software creation and management
    1. Designing software

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Published In

MM '12: Proceedings of the 20th ACM international conference on Multimedia

October 2012

1584 pages

ISBN:9781450310895

DOI:10.1145/2393347

General Chairs:
Noboru Babaguchi
Osaka University, Japan
,
Kiyoharu Aizawa
The University of Tokyo, Japan
,
John Smith
IBM, USA
,
Program Chairs:
Shin'ichi Satoh
National Institute of Informatics, Japan
,
Thomas Plagemann
University of Oslo, Norway
,
Xian-Sheng Hua
Microsoft, USA
,
Rong Yan
Facebook, USA

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Association for Computing Machinery

New York, NY, United States

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Published: 29 October 2012

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MM '12: ACM Multimedia Conference

October 29 - November 2, 2012

Nara, Japan

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Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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Tiwari AWeth CKankanhalli M(2018)Multimodal Multiplatform Social Media Event SummarizationACM Transactions on Multimedia Computing, Communications, and Applications10.1145/311543314:2s(1-23)Online publication date: 25-Apr-2018
https://dl.acm.org/doi/10.1145/3115433
Chen THe XKan MHanjalic ASnoek CWorring MBulterman DHuet BKelliher AKompatsiaris YLi J(2016)Context-aware Image Tweet Modelling and RecommendationProceedings of the 24th ACM international conference on Multimedia10.1145/2964284.2964291(1018-1027)Online publication date: 1-Oct-2016
https://dl.acm.org/doi/10.1145/2964284.2964291
Baecchi CUricchio TBertini MDel Bimbo A(2016)A multimodal feature learning approach for sentiment analysis of social network multimediaMultimedia Tools and Applications10.1007/s11042-015-2646-x75:5(2507-2525)Online publication date: 1-Mar-2016
https://dl.acm.org/doi/10.1007/s11042-015-2646-x
Cai HYang YLi XHuang ZZhou XSmeaton ATian QBulterman DShen HMayer-Patel KYan S(2015)What are PopularProceedings of the 23rd ACM international conference on Multimedia10.1145/2733373.2806236(89-98)Online publication date: 13-Oct-2015
https://dl.acm.org/doi/10.1145/2733373.2806236
Xu JLu TBrdiczka OChau PCarenini GPan SKristensson P(2015)Seeing the Big Picture from MicroblogsProceedings of the 20th International Conference on Intelligent User Interfaces10.1145/2678025.2701385(62-66)Online publication date: 18-Mar-2015
https://dl.acm.org/doi/10.1145/2678025.2701385
Wang ZCui PXie LZhu WRui YYang S(2014)Bilateral Correspondence Model for Words-and-Pictures Association in Multimedia-Rich MicroblogsACM Transactions on Multimedia Computing, Communications, and Applications10.1145/261138810:4(1-21)Online publication date: 4-Jul-2014
https://dl.acm.org/doi/10.1145/2611388
Cui PLiu SZhu WLuan HChua TYang S(2014)Social-Sensed Image SearchACM Transactions on Information Systems10.1145/259097432:2(1-23)Online publication date: 1-Apr-2014
https://dl.acm.org/doi/10.1145/2590974
Yang YCui PZhu WZhao HShi YYang SKankanhalli MRueger SManmatha RJose Jvan Rijsbergen K(2014)Emotionally Representative Image Discovery for Social EventsProceedings of International Conference on Multimedia Retrieval10.1145/2578726.2578749(177-184)Online publication date: 1-Apr-2014
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Chen TLu DKan MCui PJaimes ASebe NBoujemaa NGatica-Perez DShamma DWorring MZimmermann R(2013)Understanding and classifying image tweetsProceedings of the 21st ACM international conference on Multimedia10.1145/2502081.2502203(781-784)Online publication date: 21-Oct-2013
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Yin WMei TChen CJaimes ASebe NBoujemaa NGatica-Perez DShamma DWorring MZimmermann R(2013)Automatic generation of social media snippets for mobile browsingProceedings of the 21st ACM international conference on Multimedia10.1145/2502081.2502116(927-936)Online publication date: 21-Oct-2013
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Event analytics via social media

Analyzing the impact of social media on social movements: a computational study on Twitter and the occupy wall street movement

Social media user classification: based on social capital expectation, susceptibility, and compulsion loop

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